Defense & Aerospace — Multi-Source Data Ingestion Pipeline for Fraud Detection

Overview

The primary purpose of this DAG is to facilitate the ingestion of diverse data sources, including ERP, CRM, and IoT systems, to support fraud and anomaly analytics within the Defense and Aerospace industry. The data ingestion pipeline begins with the extraction of data from various sources such as ERP transaction logs, CRM customer interactions, and IoT sensor data via APIs. Following extraction, the data undergoes a rigorous transformation process, which includes normalization, deduplication, a

The primary purpose of this DAG is to facilitate the ingestion of diverse data sources, including ERP, CRM, and IoT systems, to support fraud and anomaly analytics within the Defense and Aerospace industry. The data ingestion pipeline begins with the extraction of data from various sources such as ERP transaction logs, CRM customer interactions, and IoT sensor data via APIs. Following extraction, the data undergoes a rigorous transformation process, which includes normalization, deduplication, and validation to ensure high data quality and integrity. Quality control measures are implemented at each stage to detect and rectify anomalies, thereby maintaining the reliability of the data. Once the data is transformed, it is loaded into a centralized data warehouse, where it becomes accessible for advanced analytics and reporting. The outputs of this DAG include interactive dashboards that visualize key performance indicators (KPIs) relevant to fraud detection, enabling stakeholders to monitor trends and anomalies in real-time. Monitoring KPIs such as data accuracy, processing time, and anomaly detection rates are essential for assessing the effectiveness of the pipeline. The business value derived from this DAG includes enhanced decision-making capabilities, reduced fraud risk, and improved operational efficiency, ultimately leading to a more secure and resilient operational environment in the Defense and Aerospace sector.

Part of the Fraud & Anomaly Analytics solution for the Defense & Aerospace industry.

Use cases

• Enhances fraud detection capabilities in critical operations
• Improves data-driven decision-making for stakeholders
• Reduces operational risks through timely anomaly identification
• Streamlines data management processes across multiple sources
• Increases transparency and accountability in data handling